Default_Credit

Dataset statistics

Number of variables	24
Number of observations	30000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	35
Duplicate rows (%)	0.1%
Total size in memory	8.6 MiB
Average record size in memory	301.7 B

Variable types

NUM	21
CAT	2
BOOL	1

Reproduction

Analysis started	2021-10-17 23:31:27.629953
Analysis finished	2021-10-17 23:33:19.427602
Duration	1 minute and 51.8 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 35 (0.1%) duplicate rows	Duplicates
`X13_BILL_AMT2` is highly correlated with `X12_BILL_AMT1` and 1 other fields	High correlation
`X12_BILL_AMT1` is highly correlated with `X13_BILL_AMT2`	High correlation
`X14_BILL_AMT3` is highly correlated with `X13_BILL_AMT2` and 1 other fields	High correlation
`X15_BILL_AMT4` is highly correlated with `X14_BILL_AMT3` and 2 other fields	High correlation
`X16_BILL_AMT5` is highly correlated with `X15_BILL_AMT4` and 1 other fields	High correlation
`X17_BILL_AMT6` is highly correlated with `X15_BILL_AMT4` and 1 other fields	High correlation
`X19_PAY_AMT2` is highly skewed (γ1 = 30.45381745)	Skewed
`X6_PAY_0` has 14737 (49.1%) zeros	Zeros
`X7_PAY_2` has 15730 (52.4%) zeros	Zeros
`X8_PAY_3` has 15764 (52.5%) zeros	Zeros
`X9_PAY_4` has 16455 (54.9%) zeros	Zeros
`X10_PAY_5` has 16947 (56.5%) zeros	Zeros
`X11_PAY_6` has 16286 (54.3%) zeros	Zeros
`X12_BILL_AMT1` has 2008 (6.7%) zeros	Zeros
`X13_BILL_AMT2` has 2506 (8.4%) zeros	Zeros
`X14_BILL_AMT3` has 2870 (9.6%) zeros	Zeros
`X15_BILL_AMT4` has 3195 (10.7%) zeros	Zeros
`X16_BILL_AMT5` has 3506 (11.7%) zeros	Zeros
`X17_BILL_AMT6` has 4020 (13.4%) zeros	Zeros
`X18_PAY_AMT1` has 5249 (17.5%) zeros	Zeros
`X19_PAY_AMT2` has 5396 (18.0%) zeros	Zeros
`X20_PAY_AMT3` has 5968 (19.9%) zeros	Zeros
`X21_PAY_AMT4` has 6408 (21.4%) zeros	Zeros
`X22_PAY_AMT5` has 6703 (22.3%) zeros	Zeros
`X23_PAY_AMT6` has 7173 (23.9%) zeros	Zeros

X1_LIMIT_BAL
Real number (ℝ_≥0)

Distinct count	81
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	167484.32266666667
Minimum	10000
Maximum	1000000
Zeros	0
Zeros (%)	0.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	240000
95-th percentile	430000
Maximum	1000000
Range	990000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	129747.6616
Coefficient of variation (CV)	0.7746854124
Kurtosis	0.5362628964
Mean	167484.3227
Median Absolute Deviation (MAD)	90000
Skewness	0.9928669605
Sum	5024529680
Variance	1.683445568e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
50000	3365	11.2%
20000	1976	6.6%
30000	1610	5.4%
80000	1567	5.2%
200000	1528	5.1%
150000	1110	3.7%
100000	1048	3.5%
180000	995	3.3%
360000	881	2.9%
60000	825	2.8%
140000	749	2.5%
230000	737	2.5%
70000	731	2.4%
210000	730	2.4%
130000	729	2.4%
120000	726	2.4%
500000	722	2.4%
160000	694	2.3%
90000	651	2.2%
240000	619	2.1%
110000	588	2.0%
300000	554	1.8%
170000	532	1.8%
260000	521	1.7%
280000	493	1.6%
Other values (56)	5319	17.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10000	493	1.6%
16000	2	< 0.1%
20000	1976	6.6%
30000	1610	5.4%
40000	230	0.8%
50000	3365	11.2%
60000	825	2.8%
70000	731	2.4%
80000	1567	5.2%
90000	651	2.2%

Value	Count	Frequency (%)
1000000	1	< 0.1%
800000	2	< 0.1%
780000	2	< 0.1%
760000	1	< 0.1%
750000	4	< 0.1%
740000	2	< 0.1%
730000	2	< 0.1%
720000	3	< 0.1%
710000	6	< 0.1%
700000	8	< 0.1%

X2_GENDER
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	234.5 KiB

female	18112
male	11888

Value	Count	Frequency (%)
female	18112	60.4%
male	11888	39.6%

Length

Max length	6
Median length	6
Mean length	5.207466667
Min length	4

Overview of Unicode Properties

Unique unicode characters	5
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	48112	30.8%
m	30000	19.2%
a	30000	19.2%
l	30000	19.2%
f	18112	11.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	156224	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	48112	30.8%
m	30000	19.2%
a	30000	19.2%
l	30000	19.2%
f	18112	11.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	156224	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	48112	30.8%
m	30000	19.2%
a	30000	19.2%
l	30000	19.2%
f	18112	11.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	156224	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	48112	30.8%
m	30000	19.2%
a	30000	19.2%
l	30000	19.2%
f	18112	11.6%

X3_EDUCATION
Real number (ℝ_≥0)

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.8531333333333333
Minimum	0
Maximum	6
Zeros	14
Zeros (%)	< 0.1%
Memory size	234.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	3
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7903486597
Coefficient of variation (CV)	0.426493143
Kurtosis	2.078621603
Mean	1.853133333
Median Absolute Deviation (MAD)	1
Skewness	0.9709720486
Sum	55594
Variance	0.6246510039

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	14030	46.8%
1	10585	35.3%
3	4917	16.4%
5	280	0.9%
4	123	0.4%
6	51	0.2%
0	14	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14	< 0.1%
1	10585	35.3%
2	14030	46.8%
3	4917	16.4%
4	123	0.4%
5	280	0.9%
6	51	0.2%

Value	Count	Frequency (%)
6	51	0.2%
5	280	0.9%
4	123	0.4%
3	4917	16.4%
2	14030	46.8%
1	10585	35.3%
0	14	< 0.1%

X4_MARITAL_STATUS
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	234.5 KiB

single	15964
married	13659
others	377

Value	Count	Frequency (%)
single	15964	53.2%
married	13659	45.5%
others	377	1.3%

Length

Max length	7
Median length	6
Mean length	6.4553
Min length	6

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	30000	15.5%
i	29623	15.3%
r	27695	14.3%
s	16341	8.4%
n	15964	8.2%
g	15964	8.2%
l	15964	8.2%
m	13659	7.1%
a	13659	7.1%
d	13659	7.1%
o	377	0.2%
t	377	0.2%
h	377	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	193659	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	30000	15.5%
i	29623	15.3%
r	27695	14.3%
s	16341	8.4%
n	15964	8.2%
g	15964	8.2%
l	15964	8.2%
m	13659	7.1%
a	13659	7.1%
d	13659	7.1%
o	377	0.2%
t	377	0.2%
h	377	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	193659	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	30000	15.5%
i	29623	15.3%
r	27695	14.3%
s	16341	8.4%
n	15964	8.2%
g	15964	8.2%
l	15964	8.2%
m	13659	7.1%
a	13659	7.1%
d	13659	7.1%
o	377	0.2%
t	377	0.2%
h	377	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	193659	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	30000	15.5%
i	29623	15.3%
r	27695	14.3%
s	16341	8.4%
n	15964	8.2%
g	15964	8.2%
l	15964	8.2%
m	13659	7.1%
a	13659	7.1%
d	13659	7.1%
o	377	0.2%
t	377	0.2%
h	377	0.2%

X5_AGE
Real number (ℝ_≥0)

Distinct count	56
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.4855
Minimum	21
Maximum	79
Zeros	0
Zeros (%)	0.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	79
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.217904068
Coefficient of variation (CV)	0.2597653709
Kurtosis	0.04430337824
Mean	35.4855
Median Absolute Deviation (MAD)	6
Skewness	0.7322458688
Sum	1064565
Variance	84.96975541

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
29	1605	5.3%
27	1477	4.9%
28	1409	4.7%
30	1395	4.7%
26	1256	4.2%
31	1217	4.1%
25	1186	4.0%
34	1162	3.9%
32	1158	3.9%
33	1146	3.8%
24	1127	3.8%
35	1113	3.7%
36	1108	3.7%
37	1041	3.5%
39	954	3.2%
38	944	3.1%
23	931	3.1%
40	870	2.9%
41	824	2.7%
42	794	2.6%
44	700	2.3%
43	670	2.2%
45	617	2.1%
46	570	1.9%
22	560	1.9%
Other values (31)	4166	13.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	67	0.2%
22	560	1.9%
23	931	3.1%
24	1127	3.8%
25	1186	4.0%
26	1256	4.2%
27	1477	4.9%
28	1409	4.7%
29	1605	5.3%
30	1395	4.7%

Value	Count	Frequency (%)
79	1	< 0.1%
75	3	< 0.1%
74	1	< 0.1%
73	4	< 0.1%
72	3	< 0.1%
71	3	< 0.1%
70	10	< 0.1%
69	15	0.1%
68	5	< 0.1%
67	16	0.1%

X6_PAY_0
Real number (ℝ)

ZEROS

Distinct count	11
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0167
Minimum	-2
Maximum	8
Zeros	14737
Zeros (%)	49.1%
Memory size	234.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.123801528
Coefficient of variation (CV)	-67.29350467
Kurtosis	2.720715042
Mean	-0.0167
Median Absolute Deviation (MAD)	1
Skewness	0.7319749269
Sum	-501
Variance	1.262929874

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	14737	49.1%
-1	5686	19.0%
1	3688	12.3%
-2	2759	9.2%
2	2667	8.9%
3	322	1.1%
4	76	0.3%
5	26	0.1%
8	19	0.1%
6	11	< 0.1%
7	9	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	2759	9.2%
-1	5686	19.0%
0	14737	49.1%
1	3688	12.3%
2	2667	8.9%
3	322	1.1%
4	76	0.3%
5	26	0.1%
6	11	< 0.1%
7	9	< 0.1%

Value	Count	Frequency (%)
8	19	0.1%
7	9	< 0.1%
6	11	< 0.1%
5	26	0.1%
4	76	0.3%
3	322	1.1%
2	2667	8.9%
1	3688	12.3%
0	14737	49.1%
-1	5686	19.0%

X7_PAY_2
Real number (ℝ)

ZEROS

Distinct count	11
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.13376666666666667
Minimum	-2
Maximum	8
Zeros	15730
Zeros (%)	52.4%
Memory size	234.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.197185973
Coefficient of variation (CV)	-8.949807922
Kurtosis	1.57041773
Mean	-0.1337666667
Median Absolute Deviation (MAD)	0
Skewness	0.7905650222
Sum	-4013
Variance	1.433254254

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	15730	52.4%
-1	6050	20.2%
2	3927	13.1%
-2	3782	12.6%
3	326	1.1%
4	99	0.3%
1	28	0.1%
5	25	0.1%
7	20	0.1%
6	12	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	3782	12.6%
-1	6050	20.2%
0	15730	52.4%
1	28	0.1%
2	3927	13.1%
3	326	1.1%
4	99	0.3%
5	25	0.1%
6	12	< 0.1%
7	20	0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	20	0.1%
6	12	< 0.1%
5	25	0.1%
4	99	0.3%
3	326	1.1%
2	3927	13.1%
1	28	0.1%
0	15730	52.4%
-1	6050	20.2%

X8_PAY_3
Real number (ℝ)

ZEROS

Distinct count	11
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.1662
Minimum	-2
Maximum	8
Zeros	15764
Zeros (%)	52.5%
Memory size	234.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.196867568
Coefficient of variation (CV)	-7.201369245
Kurtosis	2.084435875
Mean	-0.1662
Median Absolute Deviation (MAD)	0
Skewness	0.8406818269
Sum	-4986
Variance	1.432491976

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	15764	52.5%
-1	5938	19.8%
-2	4085	13.6%
2	3819	12.7%
3	240	0.8%
4	76	0.3%
7	27	0.1%
6	23	0.1%
5	21	0.1%
1	4	< 0.1%
8	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4085	13.6%
-1	5938	19.8%
0	15764	52.5%
1	4	< 0.1%
2	3819	12.7%
3	240	0.8%
4	76	0.3%
5	21	0.1%
6	23	0.1%
7	27	0.1%

Value	Count	Frequency (%)
8	3	< 0.1%
7	27	0.1%
6	23	0.1%
5	21	0.1%
4	76	0.3%
3	240	0.8%
2	3819	12.7%
1	4	< 0.1%
0	15764	52.5%
-1	5938	19.8%

X9_PAY_4
Real number (ℝ)

ZEROS

Distinct count	11
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.22066666666666668
Minimum	-2
Maximum	8
Zeros	16455
Zeros (%)	54.9%
Memory size	234.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.169138622
Coefficient of variation (CV)	-5.29821128
Kurtosis	3.496983496
Mean	-0.2206666667
Median Absolute Deviation (MAD)	0
Skewness	0.9996294133
Sum	-6620
Variance	1.366885118

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16455	54.9%
-1	5687	19.0%
-2	4348	14.5%
2	3159	10.5%
3	180	0.6%
4	69	0.2%
7	58	0.2%
5	35	0.1%
6	5	< 0.1%
8	2	< 0.1%
1	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4348	14.5%
-1	5687	19.0%
0	16455	54.9%
1	2	< 0.1%
2	3159	10.5%
3	180	0.6%
4	69	0.2%
5	35	0.1%
6	5	< 0.1%
7	58	0.2%

Value	Count	Frequency (%)
8	2	< 0.1%
7	58	0.2%
6	5	< 0.1%
5	35	0.1%
4	69	0.2%
3	180	0.6%
2	3159	10.5%
1	2	< 0.1%
0	16455	54.9%
-1	5687	19.0%

X10_PAY_5
Real number (ℝ)

ZEROS

Distinct count	10
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.2662
Minimum	-2
Maximum	8
Zeros	16947
Zeros (%)	56.5%
Memory size	234.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.133187406
Coefficient of variation (CV)	-4.256902352
Kurtosis	3.989748144
Mean	-0.2662
Median Absolute Deviation (MAD)	0
Skewness	1.008197025
Sum	-7986
Variance	1.284113697

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16947	56.5%
-1	5539	18.5%
-2	4546	15.2%
2	2626	8.8%
3	178	0.6%
4	84	0.3%
7	58	0.2%
5	17	0.1%
6	4	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4546	15.2%
-1	5539	18.5%
0	16947	56.5%
2	2626	8.8%
3	178	0.6%
4	84	0.3%
5	17	0.1%
6	4	< 0.1%
7	58	0.2%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	58	0.2%
6	4	< 0.1%
5	17	0.1%
4	84	0.3%
3	178	0.6%
2	2626	8.8%
0	16947	56.5%
-1	5539	18.5%
-2	4546	15.2%

X11_PAY_6
Real number (ℝ)

ZEROS

Distinct count	10
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.2911
Minimum	-2
Maximum	8
Zeros	16286
Zeros (%)	54.3%
Memory size	234.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.149987626
Coefficient of variation (CV)	-3.950489954
Kurtosis	3.42653413
Mean	-0.2911
Median Absolute Deviation (MAD)	0
Skewness	0.9480293916
Sum	-8733
Variance	1.322471539

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16286	54.3%
-1	5740	19.1%
-2	4895	16.3%
2	2766	9.2%
3	184	0.6%
4	49	0.2%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
8	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4895	16.3%
-1	5740	19.1%
0	16286	54.3%
2	2766	9.2%
3	184	0.6%
4	49	0.2%
5	13	< 0.1%
6	19	0.1%
7	46	0.2%
8	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
4	49	0.2%
3	184	0.6%
2	2766	9.2%
0	16286	54.3%
-1	5740	19.1%
-2	4895	16.3%

X12_BILL_AMT1
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	22723
Unique (%)	75.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51223.3309
Minimum	-165580
Maximum	964511
Zeros	2008
Zeros (%)	6.7%
Memory size	234.5 KiB

Quantile statistics

Minimum	-165580
5-th percentile	0
Q1	3558.75
median	22381.5
Q3	67091
95-th percentile	201203.05
Maximum	964511
Range	1130091
Interquartile range (IQR)	63532.25

Descriptive statistics

Standard deviation	73635.86058
Coefficient of variation (CV)	1.437545339
Kurtosis	9.806289341
Mean	51223.3309
Median Absolute Deviation (MAD)	21800.5
Skewness	2.663861022
Sum	1536699927
Variance	5422239963

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2008	6.7%
390	244	0.8%
780	76	0.3%
326	72	0.2%
316	63	0.2%
2500	59	0.2%
396	49	0.2%
2400	39	0.1%
416	29	0.1%
500	25	0.1%
1050	25	0.1%
1473	24	0.1%
-200	22	0.1%
1261	22	0.1%
-5	22	0.1%
836	21	0.1%
264	20	0.1%
-3	19	0.1%
291	19	0.1%
600	18	0.1%
-2	17	0.1%
360	17	0.1%
-4	16	0.1%
1000	16	0.1%
-1	16	0.1%
Other values (22698)	27042	90.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-165580	1	< 0.1%
-154973	1	< 0.1%
-15308	1	< 0.1%
-14386	1	< 0.1%
-11545	1	< 0.1%
-10682	1	< 0.1%
-9802	1	< 0.1%
-9095	1	< 0.1%
-8187	1	< 0.1%
-7438	1	< 0.1%

Value	Count	Frequency (%)
964511	1	< 0.1%
746814	1	< 0.1%
653062	1	< 0.1%
630458	1	< 0.1%
626648	1	< 0.1%
621749	1	< 0.1%
613860	1	< 0.1%
610723	1	< 0.1%
608594	1	< 0.1%
604019	1	< 0.1%

X13_BILL_AMT2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	22346
Unique (%)	74.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49179.07516666667
Minimum	-69777
Maximum	983931
Zeros	2506
Zeros (%)	8.4%
Memory size	234.5 KiB

Quantile statistics

Minimum	-69777
5-th percentile	0
Q1	2984.75
median	21200
Q3	64006.25
95-th percentile	194792.2
Maximum	983931
Range	1053708
Interquartile range (IQR)	61021.5

Descriptive statistics

Standard deviation	71173.76878
Coefficient of variation (CV)	1.447236829
Kurtosis	10.30294592
Mean	49179.07517
Median Absolute Deviation (MAD)	20810
Skewness	2.705220853
Sum	1475372255
Variance	5065705363

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2506	8.4%
390	231	0.8%
326	75	0.2%
780	75	0.2%
316	72	0.2%
2500	51	0.2%
396	51	0.2%
2400	42	0.1%
-200	29	0.1%
416	28	0.1%
1050	25	0.1%
1261	24	0.1%
1473	23	0.1%
1000	23	0.1%
264	22	0.1%
291	22	0.1%
-3	21	0.1%
-2	21	0.1%
150	20	0.1%
-5	19	0.1%
200	18	0.1%
-1	18	0.1%
-18	18	0.1%
300	17	0.1%
-4	16	0.1%
Other values (22321)	26533	88.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-69777	1	< 0.1%
-67526	1	< 0.1%
-33350	1	< 0.1%
-30000	1	< 0.1%
-26214	1	< 0.1%
-24704	1	< 0.1%
-24702	1	< 0.1%
-22960	1	< 0.1%
-18618	1	< 0.1%
-18088	1	< 0.1%

Value	Count	Frequency (%)
983931	1	< 0.1%
743970	1	< 0.1%
671563	1	< 0.1%
646770	1	< 0.1%
624475	1	< 0.1%
605943	1	< 0.1%
597793	1	< 0.1%
586825	1	< 0.1%
581775	1	< 0.1%
577681	1	< 0.1%

X14_BILL_AMT3
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	22026
Unique (%)	73.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47013.1548
Minimum	-157264
Maximum	1664089
Zeros	2870
Zeros (%)	9.6%
Memory size	234.5 KiB

Quantile statistics

Minimum	-157264
5-th percentile	0
Q1	2666.25
median	20088.5
Q3	60164.75
95-th percentile	187821.05
Maximum	1664089
Range	1821353
Interquartile range (IQR)	57498.5

Descriptive statistics

Standard deviation	69349.38743
Coefficient of variation (CV)	1.475106015
Kurtosis	19.78325514
Mean	47013.1548
Median Absolute Deviation (MAD)	19708.5
Skewness	3.087830046
Sum	1410394644
Variance	4809337537

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2870	9.6%
390	275	0.9%
780	74	0.2%
326	63	0.2%
316	62	0.2%
396	48	0.2%
2500	40	0.1%
2400	39	0.1%
416	29	0.1%
200	27	0.1%
1000	25	0.1%
-1	24	0.1%
500	23	0.1%
291	23	0.1%
-200	23	0.1%
264	23	0.1%
-2	22	0.1%
1050	22	0.1%
150	20	0.1%
-18	19	0.1%
10000	19	0.1%
-3	19	0.1%
1261	18	0.1%
380	17	0.1%
600	16	0.1%
Other values (22001)	26160	87.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-157264	1	< 0.1%
-61506	1	< 0.1%
-46127	1	< 0.1%
-34041	1	< 0.1%
-25443	1	< 0.1%
-24702	1	< 0.1%
-20320	1	< 0.1%
-17706	1	< 0.1%
-15910	1	< 0.1%
-15641	1	< 0.1%

Value	Count	Frequency (%)
1664089	1	< 0.1%
855086	1	< 0.1%
693131	1	< 0.1%
689643	1	< 0.1%
689627	1	< 0.1%
632041	1	< 0.1%
597415	1	< 0.1%
578971	1	< 0.1%
577957	1	< 0.1%
577015	1	< 0.1%

X15_BILL_AMT4
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	21548
Unique (%)	71.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	43262.94896666666
Minimum	-170000
Maximum	891586
Zeros	3195
Zeros (%)	10.7%
Memory size	234.5 KiB

Quantile statistics

Minimum	-170000
5-th percentile	0
Q1	2326.75
median	19052
Q3	54506
95-th percentile	174333.35
Maximum	891586
Range	1061586
Interquartile range (IQR)	52179.25

Descriptive statistics

Standard deviation	64332.85613
Coefficient of variation (CV)	1.487019671
Kurtosis	11.30932483
Mean	43262.94897
Median Absolute Deviation (MAD)	18656
Skewness	2.821965291
Sum	1297888469
Variance	4138716378

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3195	10.7%
390	246	0.8%
780	101	0.3%
316	68	0.2%
326	62	0.2%
396	44	0.1%
150	39	0.1%
2400	39	0.1%
2500	34	0.1%
1000	33	0.1%
416	33	0.1%
-3	27	0.1%
-1	25	0.1%
1261	24	0.1%
1050	24	0.1%
-18	24	0.1%
-2	23	0.1%
300	22	0.1%
291	21	0.1%
600	20	0.1%
10000	17	0.1%
632	17	0.1%
264	17	0.1%
1170	16	0.1%
-10	16	0.1%
Other values (21523)	25813	86.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-170000	1	< 0.1%
-81334	1	< 0.1%
-65167	1	< 0.1%
-50616	1	< 0.1%
-46627	1	< 0.1%
-34503	1	< 0.1%
-27490	1	< 0.1%
-24303	1	< 0.1%
-22108	1	< 0.1%
-20320	1	< 0.1%

Value	Count	Frequency (%)
891586	1	< 0.1%
706864	1	< 0.1%
628699	1	< 0.1%
616836	1	< 0.1%
572805	1	< 0.1%
569034	1	< 0.1%
565669	1	< 0.1%
563543	1	< 0.1%
548020	1	< 0.1%
542653	1	< 0.1%

X16_BILL_AMT5
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	21010
Unique (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40311.40096666667
Minimum	-81334
Maximum	927171
Zeros	3506
Zeros (%)	11.7%
Memory size	234.5 KiB

Quantile statistics

Minimum	-81334
5-th percentile	0
Q1	1763
median	18104.5
Q3	50190.5
95-th percentile	165794.3
Maximum	927171
Range	1008505
Interquartile range (IQR)	48427.5

Descriptive statistics

Standard deviation	60797.15577
Coefficient of variation (CV)	1.508187617
Kurtosis	12.30588129
Mean	40311.40097
Median Absolute Deviation (MAD)	17688.5
Skewness	2.876379867
Sum	1209342029
Variance	3696294150

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3506	11.7%
390	235	0.8%
780	94	0.3%
316	79	0.3%
326	62	0.2%
150	58	0.2%
396	47	0.2%
2400	39	0.1%
2500	37	0.1%
416	36	0.1%
-18	32	0.1%
1000	30	0.1%
300	25	0.1%
-1	24	0.1%
1050	23	0.1%
10000	23	0.1%
1473	23	0.1%
500	21	0.1%
600	21	0.1%
1261	19	0.1%
291	19	0.1%
540	18	0.1%
-3	18	0.1%
20000	17	0.1%
-200	17	0.1%
Other values (20985)	25477	84.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-81334	1	< 0.1%
-61372	1	< 0.1%
-53007	1	< 0.1%
-46627	1	< 0.1%
-37594	1	< 0.1%
-36156	1	< 0.1%
-30481	1	< 0.1%
-28335	1	< 0.1%
-23003	1	< 0.1%
-20753	1	< 0.1%

Value	Count	Frequency (%)
927171	1	< 0.1%
823540	1	< 0.1%
587067	1	< 0.1%
551702	1	< 0.1%
547880	1	< 0.1%
530672	1	< 0.1%
524315	1	< 0.1%
516139	1	< 0.1%
514114	1	< 0.1%
508213	1	< 0.1%

X17_BILL_AMT6
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	20604
Unique (%)	68.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38871.7604
Minimum	-339603
Maximum	961664
Zeros	4020
Zeros (%)	13.4%
Memory size	234.5 KiB

Quantile statistics

Minimum	-339603
5-th percentile	0
Q1	1256
median	17071
Q3	49198.25
95-th percentile	161912
Maximum	961664
Range	1301267
Interquartile range (IQR)	47942.25

Descriptive statistics

Standard deviation	59554.10754
Coefficient of variation (CV)	1.53206613
Kurtosis	12.27070529
Mean	38871.7604
Median Absolute Deviation (MAD)	16755
Skewness	2.846644576
Sum	1166152812
Variance	3546691724

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4020	13.4%
390	207	0.7%
780	86	0.3%
150	78	0.3%
316	77	0.3%
326	56	0.2%
396	45	0.1%
416	36	0.1%
-18	33	0.1%
2400	32	0.1%
1000	31	0.1%
2500	30	0.1%
500	29	0.1%
540	29	0.1%
10000	27	0.1%
300	26	0.1%
-1	25	0.1%
930	24	0.1%
1050	23	0.1%
-2	23	0.1%
291	22	0.1%
-200	20	0.1%
1650	18	0.1%
20000	18	0.1%
1320	17	0.1%
Other values (20579)	24968	83.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-339603	1	< 0.1%
-209051	1	< 0.1%
-150953	1	< 0.1%
-94625	1	< 0.1%
-73895	1	< 0.1%
-57060	1	< 0.1%
-51443	1	< 0.1%
-51183	1	< 0.1%
-46627	1	< 0.1%
-45734	1	< 0.1%

Value	Count	Frequency (%)
961664	1	< 0.1%
699944	1	< 0.1%
568638	1	< 0.1%
527711	1	< 0.1%
527566	1	< 0.1%
514975	1	< 0.1%
513798	1	< 0.1%
511905	1	< 0.1%
501370	1	< 0.1%
499100	1	< 0.1%

X18_PAY_AMT1
Real number (ℝ_≥0)

ZEROS

Distinct count	7943
Unique (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5663.5805
Minimum	0
Maximum	873552
Zeros	5249
Zeros (%)	17.5%
Memory size	234.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2100
Q3	5006
95-th percentile	18428.2
Maximum	873552
Range	873552
Interquartile range (IQR)	4006

Descriptive statistics

Standard deviation	16563.28035
Coefficient of variation (CV)	2.924524575
Kurtosis	415.2547427
Mean	5663.5805
Median Absolute Deviation (MAD)	1932
Skewness	14.66836433
Sum	169907415
Variance	274342256.1

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5249	17.5%
2000	1363	4.5%
3000	891	3.0%
5000	698	2.3%
1500	507	1.7%
4000	426	1.4%
10000	401	1.3%
1000	365	1.2%
2500	298	1.0%
6000	294	1.0%
390	207	0.7%
7000	195	0.7%
3500	185	0.6%
1300	184	0.6%
8000	176	0.6%
1600	174	0.6%
1800	167	0.6%
1700	157	0.5%
1200	136	0.5%
2100	129	0.4%
4500	108	0.4%
2200	108	0.4%
1400	97	0.3%
15000	97	0.3%
3200	84	0.3%
Other values (7918)	17304	57.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5249	17.5%
1	9	< 0.1%
2	14	< 0.1%
3	15	0.1%
4	18	0.1%
5	12	< 0.1%
6	15	0.1%
7	9	< 0.1%
8	8	< 0.1%
9	7	< 0.1%

Value	Count	Frequency (%)
873552	1	< 0.1%
505000	1	< 0.1%
493358	1	< 0.1%
423903	1	< 0.1%
405016	1	< 0.1%
368199	1	< 0.1%
323014	1	< 0.1%
304815	1	< 0.1%
302000	1	< 0.1%
300039	1	< 0.1%

X19_PAY_AMT2
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	7899
Unique (%)	26.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5921.1635
Minimum	0
Maximum	1684259
Zeros	5396
Zeros (%)	18.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	833
median	2009
Q3	5000
95-th percentile	19004.35
Maximum	1684259
Range	1684259
Interquartile range (IQR)	4167

Descriptive statistics

Standard deviation	23040.8704
Coefficient of variation (CV)	3.891274139
Kurtosis	1641.631911
Mean	5921.1635
Median Absolute Deviation (MAD)	1991
Skewness	30.45381745
Sum	177634905
Variance	530881708.9

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5396	18.0%
2000	1290	4.3%
3000	857	2.9%
5000	717	2.4%
1000	594	2.0%
1500	521	1.7%
4000	410	1.4%
10000	318	1.1%
6000	283	0.9%
2500	251	0.8%
390	235	0.8%
1200	208	0.7%
1600	182	0.6%
1300	173	0.6%
7000	170	0.6%
3500	167	0.6%
8000	146	0.5%
1400	143	0.5%
1800	136	0.5%
1700	135	0.4%
2200	117	0.4%
2100	109	0.4%
4500	100	0.3%
20000	80	0.3%
9000	76	0.3%
Other values (7874)	17186	57.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5396	18.0%
1	15	0.1%
2	20	0.1%
3	18	0.1%
4	11	< 0.1%
5	25	0.1%
6	8	< 0.1%
7	12	< 0.1%
8	9	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
1684259	1	< 0.1%
1227082	1	< 0.1%
1215471	1	< 0.1%
1024516	1	< 0.1%
580464	1	< 0.1%
415552	1	< 0.1%
401003	1	< 0.1%
388126	1	< 0.1%
385228	1	< 0.1%
384986	1	< 0.1%

X20_PAY_AMT3
Real number (ℝ_≥0)

ZEROS

Distinct count	7518
Unique (%)	25.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5225.6815
Minimum	0
Maximum	896040
Zeros	5968
Zeros (%)	19.9%
Memory size	234.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	390
median	1800
Q3	4505
95-th percentile	17589.4
Maximum	896040
Range	896040
Interquartile range (IQR)	4115

Descriptive statistics

Standard deviation	17606.96147
Coefficient of variation (CV)	3.36931393
Kurtosis	564.3112295
Mean	5225.6815
Median Absolute Deviation (MAD)	1795
Skewness	17.21663544
Sum	156770445
Variance	310005092.2

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5968	19.9%
2000	1285	4.3%
1000	1103	3.7%
3000	870	2.9%
5000	721	2.4%
1500	490	1.6%
4000	381	1.3%
10000	312	1.0%
1200	243	0.8%
6000	241	0.8%
2500	228	0.8%
390	207	0.7%
1300	164	0.5%
500	157	0.5%
7000	154	0.5%
8000	143	0.5%
3500	142	0.5%
1600	135	0.4%
1400	122	0.4%
1800	120	0.4%
1700	105	0.4%
20000	86	0.3%
1100	84	0.3%
4500	83	0.3%
15000	79	0.3%
Other values (7493)	16377	54.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5968	19.9%
1	13	< 0.1%
2	19	0.1%
3	14	< 0.1%
4	15	0.1%
5	18	0.1%
6	14	< 0.1%
7	18	0.1%
8	10	< 0.1%
9	12	< 0.1%

Value	Count	Frequency (%)
896040	1	< 0.1%
889043	1	< 0.1%
508229	1	< 0.1%
417588	1	< 0.1%
400972	1	< 0.1%
397092	1	< 0.1%
380478	1	< 0.1%
371718	1	< 0.1%
349395	1	< 0.1%
344261	1	< 0.1%

X21_PAY_AMT4
Real number (ℝ_≥0)

ZEROS

Distinct count	6937
Unique (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4826.076866666666
Minimum	0
Maximum	621000
Zeros	6408
Zeros (%)	21.4%
Memory size	234.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	296
median	1500
Q3	4013.25
95-th percentile	16014.95
Maximum	621000
Range	621000
Interquartile range (IQR)	3717.25

Descriptive statistics

Standard deviation	15666.15974
Coefficient of variation (CV)	3.246147995
Kurtosis	277.3337677
Mean	4826.076867
Median Absolute Deviation (MAD)	1500
Skewness	12.90498482
Sum	144782306
Variance	245428561.1

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6408	21.4%
1000	1394	4.6%
2000	1214	4.0%
3000	887	3.0%
5000	810	2.7%
1500	441	1.5%
4000	402	1.3%
10000	341	1.1%
2500	259	0.9%
500	258	0.9%
6000	255	0.9%
390	208	0.7%
1200	175	0.6%
3500	169	0.6%
7000	163	0.5%
700	141	0.5%
1100	141	0.5%
600	122	0.4%
8000	118	0.4%
800	94	0.3%
1300	87	0.3%
1600	86	0.3%
20000	86	0.3%
1800	80	0.3%
4500	77	0.3%
Other values (6912)	15584	51.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6408	21.4%
1	22	0.1%
2	22	0.1%
3	13	< 0.1%
4	20	0.1%
5	12	< 0.1%
6	16	0.1%
7	11	< 0.1%
8	7	< 0.1%
9	9	< 0.1%

Value	Count	Frequency (%)
621000	1	< 0.1%
528897	1	< 0.1%
497000	1	< 0.1%
432130	1	< 0.1%
400046	1	< 0.1%
331788	1	< 0.1%
330982	1	< 0.1%
320008	1	< 0.1%
313094	1	< 0.1%
292962	1	< 0.1%

X22_PAY_AMT5
Real number (ℝ_≥0)

ZEROS

Distinct count	6897
Unique (%)	23.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4799.387633333334
Minimum	0
Maximum	426529
Zeros	6703
Zeros (%)	22.3%
Memory size	234.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	252.5
median	1500
Q3	4031.5
95-th percentile	16000
Maximum	426529
Range	426529
Interquartile range (IQR)	3779

Descriptive statistics

Standard deviation	15278.30568
Coefficient of variation (CV)	3.183386475
Kurtosis	180.0639402
Mean	4799.387633
Median Absolute Deviation (MAD)	1500
Skewness	11.12741705
Sum	143981629
Variance	233426624.4

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6703	22.3%
1000	1340	4.5%
2000	1323	4.4%
3000	947	3.2%
5000	814	2.7%
1500	426	1.4%
4000	401	1.3%
10000	343	1.1%
500	250	0.8%
6000	247	0.8%
2500	233	0.8%
390	179	0.6%
1200	162	0.5%
7000	159	0.5%
3500	158	0.5%
1100	125	0.4%
8000	118	0.4%
700	116	0.4%
600	115	0.4%
1600	101	0.3%
20000	94	0.3%
1300	91	0.3%
1800	89	0.3%
4500	87	0.3%
800	83	0.3%
Other values (6872)	15296	51.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6703	22.3%
1	21	0.1%
2	13	< 0.1%
3	13	< 0.1%
4	12	< 0.1%
5	9	< 0.1%
6	7	< 0.1%
7	9	< 0.1%
8	6	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
426529	1	< 0.1%
417990	1	< 0.1%
388071	1	< 0.1%
379267	1	< 0.1%
332000	1	< 0.1%
331788	1	< 0.1%
330982	1	< 0.1%
326889	1	< 0.1%
317077	1	< 0.1%
310135	1	< 0.1%

X23_PAY_AMT6
Real number (ℝ_≥0)

ZEROS

Distinct count	6939
Unique (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5215.502566666667
Minimum	0
Maximum	528666
Zeros	7173
Zeros (%)	23.9%
Memory size	234.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	117.75
median	1500
Q3	4000
95-th percentile	17343.8
Maximum	528666
Range	528666
Interquartile range (IQR)	3882.25

Descriptive statistics

Standard deviation	17777.46578
Coefficient of variation (CV)	3.408581541
Kurtosis	167.1614296
Mean	5215.502567
Median Absolute Deviation (MAD)	1500
Skewness	10.64072733
Sum	156465077
Variance	316038289.4

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	7173	23.9%
1000	1299	4.3%
2000	1295	4.3%
3000	914	3.0%
5000	808	2.7%
1500	439	1.5%
4000	411	1.4%
10000	356	1.2%
500	247	0.8%
6000	220	0.7%
2500	214	0.7%
390	177	0.6%
3500	159	0.5%
7000	149	0.5%
1200	148	0.5%
8000	115	0.4%
600	112	0.4%
1100	109	0.4%
4500	101	0.3%
1600	99	0.3%
700	98	0.3%
800	96	0.3%
780	91	0.3%
2200	80	0.3%
1700	80	0.3%
Other values (6914)	15010	50.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7173	23.9%
1	20	0.1%
2	9	< 0.1%
3	14	< 0.1%
4	12	< 0.1%
5	7	< 0.1%
6	6	< 0.1%
7	5	< 0.1%
8	6	< 0.1%
9	7	< 0.1%

Value	Count	Frequency (%)
528666	1	< 0.1%
527143	1	< 0.1%
443001	1	< 0.1%
422000	1	< 0.1%
403500	1	< 0.1%
377000	1	< 0.1%
372495	1	< 0.1%
351282	1	< 0.1%
345293	1	< 0.1%
308000	1	< 0.1%

X24_default payment next month
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	234.5 KiB

0	23364
1	6636

Frequency Table

Value	Count	Frequency (%)
0	23364	77.9%
1	6636	22.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	X1_LIMIT_BAL	X2_GENDER	X3_EDUCATION	X4_MARITAL_STATUS	X5_AGE	X6_PAY_0	X7_PAY_2	X8_PAY_3	X9_PAY_4	X10_PAY_5	X11_PAY_6	X12_BILL_AMT1	X13_BILL_AMT2	X14_BILL_AMT3	X15_BILL_AMT4	X16_BILL_AMT5	X17_BILL_AMT6	X18_PAY_AMT1	X19_PAY_AMT2	X20_PAY_AMT3	X21_PAY_AMT4	X22_PAY_AMT5	X23_PAY_AMT6	X24_default payment next month
0	20000	female	2	married	24	2	2	-1	-1	-2	-2	3913	3102	689	0	0	0	0	689	0	0	0	0	1
1	120000	female	2	single	26	-1	2	0	0	0	2	2682	1725	2682	3272	3455	3261	0	1000	1000	1000	0	2000	1
2	90000	female	2	single	34	0	0	0	0	0	0	29239	14027	13559	14331	14948	15549	1518	1500	1000	1000	1000	5000	0
3	50000	female	2	married	37	0	0	0	0	0	0	46990	48233	49291	28314	28959	29547	2000	2019	1200	1100	1069	1000	0
4	50000	male	2	married	57	-1	0	-1	0	0	0	8617	5670	35835	20940	19146	19131	2000	36681	10000	9000	689	679	0
5	50000	male	1	single	37	0	0	0	0	0	0	64400	57069	57608	19394	19619	20024	2500	1815	657	1000	1000	800	0
6	500000	male	1	single	29	0	0	0	0	0	0	367965	412023	445007	542653	483003	473944	55000	40000	38000	20239	13750	13770	0
7	100000	female	2	single	23	0	-1	-1	0	0	-1	11876	380	601	221	-159	567	380	601	0	581	1687	1542	0
8	140000	female	3	married	28	0	0	2	0	0	0	11285	14096	12108	12211	11793	3719	3329	0	432	1000	1000	1000	0
9	20000	male	3	single	35	-2	-2	-2	-2	-1	-1	0	0	0	0	13007	13912	0	0	0	13007	1122	0	0

Last rows

	X1_LIMIT_BAL	X2_GENDER	X3_EDUCATION	X4_MARITAL_STATUS	X5_AGE	X6_PAY_0	X7_PAY_2	X8_PAY_3	X9_PAY_4	X10_PAY_5	X11_PAY_6	X12_BILL_AMT1	X13_BILL_AMT2	X14_BILL_AMT3	X15_BILL_AMT4	X16_BILL_AMT5	X17_BILL_AMT6	X18_PAY_AMT1	X19_PAY_AMT2	X20_PAY_AMT3	X21_PAY_AMT4	X22_PAY_AMT5	X23_PAY_AMT6	X24_default payment next month
29990	140000	male	2	married	41	0	0	0	0	0	0	138325	137142	139110	138262	49675	46121	6000	7000	4228	1505	2000	2000	0
29991	210000	male	2	married	34	3	2	2	2	2	2	2500	2500	2500	2500	2500	2500	0	0	0	0	0	0	1
29992	10000	male	3	married	43	0	0	0	-2	-2	-2	8802	10400	0	0	0	0	2000	0	0	0	0	0	0
29993	100000	male	1	single	38	0	-1	-1	0	0	0	3042	1427	102996	70626	69473	55004	2000	111784	4000	3000	2000	2000	0
29994	80000	male	2	single	34	2	2	2	2	2	2	72557	77708	79384	77519	82607	81158	7000	3500	0	7000	0	4000	1
29995	220000	male	3	married	39	0	0	0	0	0	0	188948	192815	208365	88004	31237	15980	8500	20000	5003	3047	5000	1000	0
29996	150000	male	3	single	43	-1	-1	-1	-1	0	0	1683	1828	3502	8979	5190	0	1837	3526	8998	129	0	0	0
29997	30000	male	2	single	37	4	3	2	-1	0	0	3565	3356	2758	20878	20582	19357	0	0	22000	4200	2000	3100	1
29998	80000	male	3	married	41	1	-1	0	0	0	-1	-1645	78379	76304	52774	11855	48944	85900	3409	1178	1926	52964	1804	1
29999	50000	male	2	married	46	0	0	0	0	0	0	47929	48905	49764	36535	32428	15313	2078	1800	1430	1000	1000	1000	1

Most frequent

	X1_LIMIT_BAL	X2_GENDER	X3_EDUCATION	X4_MARITAL_STATUS	X5_AGE	X6_PAY_0	X7_PAY_2	X8_PAY_3	X9_PAY_4	X10_PAY_5	X11_PAY_6	X12_BILL_AMT1	X13_BILL_AMT2	X14_BILL_AMT3	X15_BILL_AMT4	X16_BILL_AMT5	X17_BILL_AMT6	X24_default payment next month	count
0	20000	male	2	single	24	2	2	4	4	4	4	1650	1650	1650	1650	1650	1650	1	2
1	50000	female	1	single	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2
2	50000	male	2	single	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2
3	80000	female	2	married	31	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2
4	80000	female	2	single	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2
5	80000	female	3	married	42	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2
6	90000	female	1	single	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2
7	100000	female	2	married	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2
8	110000	female	1	single	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2
9	140000	male	1	single	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent